Profiling Report

Dataset statistics

Number of variables	31
Number of observations	7003
Missing cells	13921
Missing cells (%)	6.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.8 MiB
Average record size in memory	725.0 B

Variable types

Numeric	19
Categorical	10
Boolean	1
Unsupported	1

Alerts

`Tiglon` has constant value "False"	Constant
`Warbler` has a high cardinality: 83 distinct values	High cardinality
`Tern` is highly correlated with `Tiglon`	High correlation
`Thrush` is highly correlated with `Tiglon`	High correlation
`Tick` is highly correlated with `Tortoise` and 4 other fields	High correlation
`Tortoise` is highly correlated with `Tick` and 4 other fields	High correlation
`Trout` is highly correlated with `Tick` and 4 other fields	High correlation
`Tuna` is highly correlated with `Urial` and 2 other fields	High correlation
`Turkey` is highly correlated with `Viper` and 3 other fields	High correlation
`Turtle` is highly correlated with `Tiglon`	High correlation
`Tyrannosaurus` is highly correlated with `Tiglon`	High correlation
`Viper` is highly correlated with `Turkey` and 3 other fields	High correlation
`Vole` is highly correlated with `Tiger` and 5 other fields	High correlation
`Wallaby` is highly correlated with `Vole` and 3 other fields	High correlation
`Walrus` is highly correlated with `Vulture` and 2 other fields	High correlation
`Wasp` is highly correlated with `target`	High correlation
`Whale` is highly correlated with `Tick` and 7 other fields	High correlation
`Whippet` is highly correlated with `Tiglon`	High correlation
`Whitefish` is highly correlated with `Tiglon`	High correlation
`Wildcat` is highly correlated with `Tiglon`	High correlation
`Wildebeest` is highly correlated with `Tiglon`	High correlation
`Tiger` is highly correlated with `Vole` and 1 other fields	High correlation
`Tiglon` is highly correlated with `Wolf` and 9 other fields	High correlation
`Toad` is highly correlated with `Vole` and 2 other fields	High correlation
`Urial` is highly correlated with `Tuna` and 1 other fields	High correlation
`Vulture` is highly correlated with `Turkey` and 4 other fields	High correlation
`Warbler` is highly correlated with `Tuna` and 5 other fields	High correlation
`Weasel` is highly correlated with `Tick` and 6 other fields	High correlation
`Wildfowl` is highly correlated with `Whale`	High correlation
`Wolf` is highly correlated with `Tiglon`	High correlation
`Wolverine` is highly correlated with `Tick` and 11 other fields	High correlation
`target` is highly correlated with `Tuna` and 1 other fields	High correlation
`Tiglon` has 3386 (48.4%) missing values	Missing
`Vicuna` has 7003 (100.0%) missing values	Missing
`Wallaby` has 3532 (50.4%) missing values	Missing
`Wasp` has unique values	Unique
`Vicuna` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Thrush` has 445 (6.4%) zeros	Zeros

Reproduction

Analysis started	2022-11-21 03:31:08.268326
Analysis finished	2022-11-21 03:31:28.617047
Duration	20.35 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

Tern
Real number (ℝ)

HIGH CORRELATION

Distinct	7000
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-64560.65648

Minimum	-377324.5416
Maximum	870769.5913
Zeros	0
Zeros (%)	0.0%
Negative	4834
Negative (%)	69.0%
Memory size	54.8 KiB

Quantile statistics

Minimum	-377324.5416
5-th percentile	-303905.0967
Q1	-194772.8398
median	-90079.79128
Q3	35542.72171
95-th percentile	265452.1433
Maximum	870769.5913
Range	1248094.133
Interquartile range (IQR)	230315.5615

Descriptive statistics

Standard deviation	175304.4827
Coefficient of variation (CV)	-2.715345417
Kurtosis	0.9408387517
Mean	-64560.65648
Median Absolute Deviation (MAD)	113543.2128
Skewness	0.8588319908
Sum	-452118277.3
Variance	3.073166165 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-348050.5407	4	0.1%
-253077.7724	1	< 0.1%
-221276.939	1	< 0.1%
140981.5633	1	< 0.1%
-21675.93319	1	< 0.1%
-346753.547	1	< 0.1%
-212202.9071	1	< 0.1%
315666.5494	1	< 0.1%
-100707.7089	1	< 0.1%
226518.5987	1	< 0.1%
Other values (6990)	6990	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-377324.5416	1	< 0.1%
-377324.5351	1	< 0.1%
-375256.7435	1	< 0.1%
-375066.3661	1	< 0.1%
-374590.376	1	< 0.1%
-373732.7772	1	< 0.1%
-373576.6667	1	< 0.1%
-371732.2656	1	< 0.1%
-371562.0443	1	< 0.1%
-370741.7268	1	< 0.1%

Value	Count	Frequency (%)
870769.5913	1	< 0.1%
852705.6687	1	< 0.1%
808191.3532	1	< 0.1%
804507.0149	1	< 0.1%
754747.1415	1	< 0.1%
754267.423	1	< 0.1%
702714.3675	1	< 0.1%
671771.3224	1	< 0.1%
657706.086	1	< 0.1%
656730.194	1	< 0.1%

Thrush
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	330
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-45.0243559

Minimum	-49.65924583
Maximum	0
Zeros	445
Zeros (%)	6.4%
Negative	6558
Negative (%)	93.6%
Memory size	54.8 KiB

Quantile statistics

Minimum	-49.65924583
5-th percentile	-49.65924583
Q1	-49.65924583
median	-49.65924583
Q3	-49.65924583
95-th percentile	0
Maximum	0
Range	49.65924583
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	14.37923082
Coefficient of variation (CV)	-0.3193656086
Kurtosis	5.842216686
Mean	-45.0243559
Median Absolute Deviation (MAD)	0
Skewness	2.796227298
Sum	-315305.5643
Variance	206.762279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-49.65924583	6217	88.8%
0	445	6.4%
-7.105427358 × 10^-15	8	0.1%
-2.131628207 × 10^-14	4	0.1%
-49.65924583	2	< 0.1%
-5.684341886 × 10^-14	2	< 0.1%
-3.552713679 × 10^-14	2	< 0.1%
-49.65924583	1	< 0.1%
-22.45593674	1	< 0.1%
-0.01454016734	1	< 0.1%
Other values (320)	320	4.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-49.65924583	6217	88.8%
-49.65924583	1	< 0.1%
-49.65924583	2	< 0.1%
-49.65924583	1	< 0.1%
-49.65924583	1	< 0.1%
-49.65924583	1	< 0.1%
-49.65924583	1	< 0.1%
-49.65924583	1	< 0.1%
-49.65924583	1	< 0.1%
-49.65924583	1	< 0.1%

Value	Count	Frequency (%)
0	445	6.4%
-7.105427358 × 10^-15	8	0.1%
-2.131628207 × 10^-14	4	0.1%
-3.552713679 × 10^-14	2	< 0.1%
-4.97379915 × 10^-14	1	< 0.1%
-5.684341886 × 10^-14	2	< 0.1%
-8.526512829 × 10^-14	1	< 0.1%
-1.207922651 × 10^-13	1	< 0.1%
-1.634248292 × 10^-13	1	< 0.1%
-1.705302566 × 10^-13	1	< 0.1%

Tick
Real number (ℝ)

HIGH CORRELATION

Distinct	4378
Distinct (%)	62.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.8543212657

Minimum	-1.383081229
Maximum	-0.0402810057
Zeros	0
Zeros (%)	0.0%
Negative	7003
Negative (%)	100.0%
Memory size	54.8 KiB

Quantile statistics

Minimum	-1.383081229
5-th percentile	-1.337000432
Q1	-1.125735286
median	-0.8825665979
Q3	-0.6025404095
95-th percentile	-0.296813541
Maximum	-0.0402810057
Range	1.342800223
Interquartile range (IQR)	0.5231948764

Descriptive statistics

Standard deviation	0.3236842678
Coefficient of variation (CV)	-0.3788788607
Kurtosis	-0.9005868038
Mean	-0.8543212657
Median Absolute Deviation (MAD)	0.2595678947
Skewness	0.2687960861
Sum	-5982.811824
Variance	0.1047715052
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.9955417296	7	0.1%
-0.9079514991	6	0.1%
-1.181523818	6	0.1%
-0.4734574387	6	0.1%
-0.6876942061	6	0.1%
-0.7866880158	6	0.1%
-0.3847263665	6	0.1%
-0.7976214909	6	0.1%
-0.4984047901	6	0.1%
-1.18634292	6	0.1%
Other values (4368)	6942	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.383081229	1	< 0.1%
-1.38307561	1	< 0.1%
-1.382958851	1	< 0.1%
-1.382721588	1	< 0.1%
-1.382680517	1	< 0.1%
-1.382648258	1	< 0.1%
-1.382562146	1	< 0.1%
-1.382487637	1	< 0.1%
-1.382187519	1	< 0.1%
-1.381682346	1	< 0.1%

Value	Count	Frequency (%)
-0.0402810057	1	< 0.1%
-0.04089136943	1	< 0.1%
-0.04272162812	1	< 0.1%
-0.04850920897	1	< 0.1%
-0.04972605142	1	< 0.1%
-0.05762199913	1	< 0.1%
-0.06004680398	1	< 0.1%
-0.06307468816	1	< 0.1%
-0.063982377	1	< 0.1%
-0.06640135433	1	< 0.1%

Tiger
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	396.8 KiB

s	6456
v	521
e	26

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7003
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	s
2nd row	s
3rd row	s
4th row	s
5th row	s

Common Values

Value	Count	Frequency (%)
s	6456	92.2%
v	521	7.4%
e	26	0.4%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
s	6456	92.2%
v	521	7.4%
e	26	0.4%

Most occurring characters

Value	Count	Frequency (%)
s	6456	92.2%
v	521	7.4%
e	26	0.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7003	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	6456	92.2%
v	521	7.4%
e	26	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7003	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	6456	92.2%
v	521	7.4%
e	26	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7003	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	6456	92.2%
v	521	7.4%
e	26	0.4%

Tiglon
Boolean

CONSTANT
HIGH CORRELATION
MISSING
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	3386
Missing (%)	48.4%
Memory size	219.0 KiB

False	3617
(Missing)	3386

Common Values
Category Frequency Plot

Value	Count	Frequency (%)
False	3617	51.6%
(Missing)	3386	48.4%

Toad
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	396.8 KiB

l	4137
s	1476
u	799
z	355
w	178
Other values (2)	58

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7003
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	l
2nd row	l
3rd row	l
4th row	l
5th row	l

Common Values

Value	Count	Frequency (%)
l	4137	59.1%
s	1476	21.1%
u	799	11.4%
z	355	5.1%
w	178	2.5%
i	48	0.7%
o	10	0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
l	4137	59.1%
s	1476	21.1%
u	799	11.4%
z	355	5.1%
w	178	2.5%
i	48	0.7%
o	10	0.1%

Most occurring characters

Value	Count	Frequency (%)
l	4137	59.1%
s	1476	21.1%
u	799	11.4%
z	355	5.1%
w	178	2.5%
i	48	0.7%
o	10	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7003	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	4137	59.1%
s	1476	21.1%
u	799	11.4%
z	355	5.1%
w	178	2.5%
i	48	0.7%
o	10	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7003	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	4137	59.1%
s	1476	21.1%
u	799	11.4%
z	355	5.1%
w	178	2.5%
i	48	0.7%
o	10	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7003	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	4137	59.1%
s	1476	21.1%
u	799	11.4%
z	355	5.1%
w	178	2.5%
i	48	0.7%
o	10	0.1%

Tortoise
Real number (ℝ)

HIGH CORRELATION

Distinct	3426
Distinct (%)	48.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-16.80491886

Minimum	-32.2664759
Maximum	-0.03010166289
Zeros	0
Zeros (%)	0.0%
Negative	7003
Negative (%)	100.0%
Memory size	54.8 KiB

Quantile statistics

Minimum	-32.2664759
5-th percentile	-28.82874191
Q1	-22.48101147
median	-16.84687548
Q3	-11.05007844
95-th percentile	-5.165325088
Maximum	-0.03010166289
Range	32.23637424
Interquartile range (IQR)	11.43093303

Descriptive statistics

Standard deviation	7.274371337
Coefficient of variation (CV)	-0.4328715536
Kurtosis	-0.8800124844
Mean	-16.80491886
Median Absolute Deviation (MAD)	5.694838008
Skewness	-0.02274872709
Sum	-117684.8468
Variance	52.91647834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-18.10368682	8	0.1%
-14.72486394	8	0.1%
-9.811782606	7	0.1%
-17.54642717	7	0.1%
-11.5596902	7	0.1%
-13.74967963	7	0.1%
-10.14542869	7	0.1%
-17.97039072	7	0.1%
-27.27107174	7	0.1%
-12.27696059	7	0.1%
Other values (3416)	6931	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-32.2664759	1	< 0.1%
-32.25246264	1	< 0.1%
-32.24961176	1	< 0.1%
-32.24497059	1	< 0.1%
-32.23335791	1	< 0.1%
-32.22152358	1	< 0.1%
-32.21924787	1	< 0.1%
-32.21769952	1	< 0.1%
-32.21452788	2	< 0.1%
-32.20916092	1	< 0.1%

Value	Count	Frequency (%)
-0.03010166289	1	< 0.1%
-0.08023988415	1	< 0.1%
-0.1103040868	1	< 0.1%
-0.1503678385	1	< 0.1%
-0.2004124091	1	< 0.1%
-0.4699788056	1	< 0.1%
-0.4998603894	1	< 0.1%
-0.7582456777	1	< 0.1%
-0.7780777655	1	< 0.1%
-0.7979036099	2	< 0.1%

Trout
Real number (ℝ)

HIGH CORRELATION

Distinct	4760
Distinct (%)	68.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-451.0483254

Minimum	-576.5558259
Maximum	-343.839588
Zeros	0
Zeros (%)	0.0%
Negative	7003
Negative (%)	100.0%
Memory size	54.8 KiB

Quantile statistics

Minimum	-576.5558259
5-th percentile	-529.7393057
Q1	-481.8227021
median	-445.7251829
Q3	-418.775842
95-th percentile	-386.1882394
Maximum	-343.839588
Range	232.7162379
Interquartile range (IQR)	63.04686008

Descriptive statistics

Standard deviation	43.66830163
Coefficient of variation (CV)	-0.09681512862
Kurtosis	-0.4098886122
Mean	-451.0483254
Median Absolute Deviation (MAD)	30.60205495
Skewness	-0.3535951228
Sum	-3158691.423
Variance	1906.920568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-413.3877066	9	0.1%
-426.0056895	9	0.1%
-417.9759452	9	0.1%
-443.3411216	8	0.1%
-399.8904967	8	0.1%
-398.219855	7	0.1%
-418.6908432	7	0.1%
-413.629612	7	0.1%
-406.7766725	7	0.1%
-426.0720964	7	0.1%
Other values (4750)	6925	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-576.5558259	1	< 0.1%
-575.9212832	1	< 0.1%
-574.5816058	1	< 0.1%
-573.7478258	1	< 0.1%
-573.5180641	1	< 0.1%
-572.9957832	1	< 0.1%
-571.7561083	1	< 0.1%
-571.5079048	1	< 0.1%
-569.9893999	1	< 0.1%
-568.9850717	1	< 0.1%

Value	Count	Frequency (%)
-343.839588	1	< 0.1%
-344.5958852	1	< 0.1%
-350.7104211	1	< 0.1%
-354.4233104	1	< 0.1%
-354.987661	2	< 0.1%
-355.2427267	1	< 0.1%
-355.5244704	2	< 0.1%
-356.0740244	1	< 0.1%
-356.6095154	1	< 0.1%
-356.9572354	1	< 0.1%

Tuna
Real number (ℝ)

HIGH CORRELATION

Distinct	6856
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-58391.13502

Minimum	-96305.80639
Maximum	-0.4280253306
Zeros	0
Zeros (%)	0.0%
Negative	7003
Negative (%)	100.0%
Memory size	54.8 KiB

Quantile statistics

Minimum	-96305.80639
5-th percentile	-96035.83313
Q1	-87535.44695
median	-64779.3143
Q3	-30984.87951
95-th percentile	-5025.305122
Maximum	-0.4280253306
Range	96305.37837
Interquartile range (IQR)	56550.56744

Descriptive statistics

Standard deviation	30977.22412
Coefficient of variation (CV)	-0.5305124505
Kurtosis	-1.231503191
Mean	-58391.13502
Median Absolute Deviation (MAD)	26116.66634
Skewness	0.3899861902
Sum	-408913118.5
Variance	959588414.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-30274.77024	4	0.1%
-11041.12875	3	< 0.1%
-87693.41121	3	< 0.1%
-27831.89865	3	< 0.1%
-48969.03422	3	< 0.1%
-86617.27444	3	< 0.1%
-95479.70993	2	< 0.1%
-55655.54422	2	< 0.1%
-66716.34868	2	< 0.1%
-96246.51076	2	< 0.1%
Other values (6846)	6976	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-96305.80639	1	< 0.1%
-96305.80154	1	< 0.1%
-96305.78532	1	< 0.1%
-96305.77991	1	< 0.1%
-96305.73572	1	< 0.1%
-96305.70729	1	< 0.1%
-96305.70488	1	< 0.1%
-96305.69727	1	< 0.1%
-96305.6414	1	< 0.1%
-96305.60608	2	< 0.1%

Value	Count	Frequency (%)
-0.4280253306	1	< 0.1%
-6.634285737	1	< 0.1%
-20.75813291	1	< 0.1%
-47.07708411	1	< 0.1%
-53.49579477	1	< 0.1%
-55.2074148	1	< 0.1%
-123.6597367	1	< 0.1%
-132.8561616	1	< 0.1%
-151.8892257	1	< 0.1%
-183.3217349	1	< 0.1%

Turkey
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6826
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	827432.0826

Minimum	0
Maximum	38582950.59
Zeros	24
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	54.8 KiB

Quantile statistics

Minimum	0
5-th percentile	30543.47651
Q1	76033.34881
median	176642.0788
Q3	627998.9261
95-th percentile	4029873.164
Maximum	38582950.59
Range	38582950.59
Interquartile range (IQR)	551965.5773

Descriptive statistics

Standard deviation	1869694.489
Coefficient of variation (CV)	2.259634994
Kurtosis	64.57837272
Mean	827432.0826
Median Absolute Deviation (MAD)	123898.0972
Skewness	6.132555525
Sum	5794506875
Variance	3.495757484 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24	0.3%
86541.07632	4	0.1%
59099.78226	3	< 0.1%
76326.23806	2	< 0.1%
239559.5054	2	< 0.1%
129498.9599	2	< 0.1%
76709.58096	2	< 0.1%
158767.6703	2	< 0.1%
1055212.182	2	< 0.1%
319155.9685	2	< 0.1%
Other values (6816)	6958	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	0.3%
2.347904164 × 10^-5	1	< 0.1%
0.004279055338	1	< 0.1%
0.004936468504	1	< 0.1%
0.006392169086	1	< 0.1%
0.006785443033	1	< 0.1%
0.008927905583	1	< 0.1%
0.010853187	1	< 0.1%
0.01136385615	1	< 0.1%
0.02329707906	1	< 0.1%

Value	Count	Frequency (%)
38582950.59	1	< 0.1%
30523668.33	1	< 0.1%
28542649.51	1	< 0.1%
23800387.83	1	< 0.1%
21311169.52	1	< 0.1%
21220850.49	1	< 0.1%
20942217.86	1	< 0.1%
18868793.7	1	< 0.1%
18552222.74	1	< 0.1%
17552580.21	1	< 0.1%

Turtle
Real number (ℝ)

HIGH CORRELATION

Distinct	21
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.018656971 × 10¹⁷

Minimum	-5.486601492 × 10¹⁸
Maximum	-2.261745766 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	7003
Negative (%)	100.0%
Memory size	54.8 KiB

Quantile statistics

Minimum	-5.486601492 × 10¹⁸
5-th percentile	-1.384570922 × 10¹⁸
Q1	-7.368776879 × 10¹⁶
median	-6.74214822 × 10¹³
Q3	-4.542837596 × 10¹¹
95-th percentile	-6.148062208 × 10¹⁰
Maximum	-2.261745766 × 10¹⁰
Range	5.486601469 × 10¹⁸
Interquartile range (IQR)	7.368731451 × 10¹⁶

Descriptive statistics

Standard deviation	6.117381879 × 10¹⁷
Coefficient of variation (CV)	-3.030421694
Kurtosis	27.92922476
Mean	-2.018656971 × 10¹⁷
Median Absolute Deviation (MAD)	6.739886474 × 10¹³
Skewness	-4.856977482
Sum	-1.413665477 × 10²¹
Variance	3.742236106 × 10³⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
-6.148062208 × 10¹⁰	625	8.9%
-1.671216579 × 10¹¹	615	8.8%
-1.991406735 × 10¹⁷	529	7.6%
-4.542837596 × 10¹¹	515	7.4%
-5.327236818 × 10¹⁷	510	7.3%
-6.74214822 × 10¹³	420	6.0%
-7.368776879 × 10¹⁶	404	5.8%
-2.480302536 × 10¹³	382	5.5%
-1.832696225 × 10¹⁴	368	5.3%
-9.124529627 × 10¹²	343	4.9%
Other values (11)	2292	32.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.486601492 × 10¹⁸	22	0.3%
-3.294285015 × 10¹⁸	137	2.0%
-1.384570922 × 10¹⁸	307	4.4%
-5.327236818 × 10¹⁷	510	7.3%
-1.991406735 × 10¹⁷	529	7.6%
-7.368776879 × 10¹⁶	404	5.8%
-2.716613994 × 10¹⁶	274	3.9%
-1.000170364 × 10¹⁶	138	2.0%
-3.680482074 × 10¹⁵	122	1.7%
-1.35411727 × 10¹⁵	197	2.8%

Value	Count	Frequency (%)
-2.261745766 × 10¹⁰	290	4.1%
-6.148062208 × 10¹⁰	625	8.9%
-1.671216579 × 10¹¹	615	8.8%
-4.542837596 × 10¹¹	515	7.4%
-1.234871246 × 10¹²	284	4.1%
-3.356727743 × 10¹²	268	3.8%
-9.124529627 × 10¹²	343	4.9%
-2.480302536 × 10¹³	382	5.5%
-6.74214822 × 10¹³	420	6.0%
-1.832696225 × 10¹⁴	368	5.3%

Tyrannosaurus
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7000
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.08729577

Minimum	47.83071034
Maximum	66.12546919
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	54.8 KiB

Quantile statistics

Minimum	47.83071034
5-th percentile	55.2470985
Q1	60.18788052
median	62.99537067
Q3	64.76388928
95-th percentile	65.88811202
Maximum	66.12546919
Range	18.29475885
Interquartile range (IQR)	4.576008761

Descriptive statistics

Standard deviation	3.381235829
Coefficient of variation (CV)	0.05445938316
Kurtosis	0.8977169285
Mean	62.08729577
Median Absolute Deviation (MAD)	2.07240636
Skewness	-1.120339289
Sum	434797.3323
Variance	11.43275573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
59.681378	4	0.1%
53.01463361	1	< 0.1%
66.1052513	1	< 0.1%
64.89954632	1	< 0.1%
65.59481738	1	< 0.1%
64.85562196	1	< 0.1%
62.17329949	1	< 0.1%
61.2234364	1	< 0.1%
65.90464071	1	< 0.1%
65.29701329	1	< 0.1%
Other values (6990)	6990	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47.83071034	1	< 0.1%
48.35888134	1	< 0.1%
48.54236956	1	< 0.1%
48.5784256	1	< 0.1%
48.90806787	1	< 0.1%
48.98484923	1	< 0.1%
49.01743063	1	< 0.1%
49.0243915	1	< 0.1%
49.24570148	1	< 0.1%
49.31780173	1	< 0.1%

Value	Count	Frequency (%)
66.12546919	1	< 0.1%
66.12410146	1	< 0.1%
66.12369684	1	< 0.1%
66.12287175	1	< 0.1%
66.12274762	1	< 0.1%
66.1207583	1	< 0.1%
66.12009636	1	< 0.1%
66.12009177	1	< 0.1%
66.11974175	1	< 0.1%
66.1196945	1	< 0.1%

Urial
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	396.8 KiB

e	2588
a	1310
d	1151
c	1040
b	914

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7003
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	e
2nd row	b
3rd row	e
4th row	d
5th row	a

Common Values

Value	Count	Frequency (%)
e	2588	37.0%
a	1310	18.7%
d	1151	16.4%
c	1040	14.9%
b	914	13.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
e	2588	37.0%
a	1310	18.7%
d	1151	16.4%
c	1040	14.9%
b	914	13.1%

Most occurring characters

Value	Count	Frequency (%)
e	2588	37.0%
a	1310	18.7%
d	1151	16.4%
c	1040	14.9%
b	914	13.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7003	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	2588	37.0%
a	1310	18.7%
d	1151	16.4%
c	1040	14.9%
b	914	13.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7003	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	2588	37.0%
a	1310	18.7%
d	1151	16.4%
c	1040	14.9%
b	914	13.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7003	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	2588	37.0%
a	1310	18.7%
d	1151	16.4%
c	1040	14.9%
b	914	13.1%

Vicuna
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	7003
Missing (%)	100.0%
Memory size	54.8 KiB

Viper
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6826
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16886.36903

Minimum	0
Maximum	787407.155
Zeros	24
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	54.8 KiB

Quantile statistics

Minimum	0
5-th percentile	623.3362553
Q1	1551.700996
median	3604.940383
Q3	12816.30461
95-th percentile	82242.30946
Maximum	787407.155
Range	787407.155
Interquartile range (IQR)	11264.60362

Descriptive statistics

Standard deviation	38157.0304
Coefficient of variation (CV)	2.259634994
Kurtosis	64.57837272
Mean	16886.36903
Median Absolute Deviation (MAD)	2528.532597
Skewness	6.132555525
Sum	118255242.3
Variance	1455958969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24	0.3%
1766.144415	4	0.1%
1206.118005	3	< 0.1%
1557.678328	2	< 0.1%
4888.969498	2	< 0.1%
2642.835916	2	< 0.1%
1565.501652	2	< 0.1%
3240.156536	2	< 0.1%
21534.94249	2	< 0.1%
6513.387113	2	< 0.1%
Other values (6816)	6958	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	0.3%
4.79164115 × 10^-7	1	< 0.1%
8.732765997 × 10^-5	1	< 0.1%
0.0001007442552	1	< 0.1%
0.0001304524303	1	< 0.1%
0.0001384784292	1	< 0.1%
0.0001822021547	1	< 0.1%
0.0002214936122	1	< 0.1%
0.0002319154317	1	< 0.1%
0.0004754505932	1	< 0.1%

Value	Count	Frequency (%)
787407.155	1	< 0.1%
622932.0068	1	< 0.1%
582503.0512	1	< 0.1%
485722.2006	1	< 0.1%
434921.827	1	< 0.1%
433078.5815	1	< 0.1%
427392.2012	1	< 0.1%
385077.4223	1	< 0.1%
378616.7906	1	< 0.1%
358215.9226	1	< 0.1%

Vole
Real number (ℝ)

HIGH CORRELATION

Distinct	6877
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5367535.994

Minimum	-74350381.82
Maximum	165486775.4
Zeros	11
Zeros (%)	0.2%
Negative	3477
Negative (%)	49.7%
Memory size	54.8 KiB

Quantile statistics

Minimum	-74350381.82
5-th percentile	-18742089.97
Q1	-5831817.552
median	38728.61358
Q3	10102346.42
95-th percentile	51116793.78
Maximum	165486775.4
Range	239837157.2
Interquartile range (IQR)	15934163.97

Descriptive statistics

Standard deviation	21894525.06
Coefficient of variation (CV)	4.079064414
Kurtosis	5.313459376
Mean	5367535.994
Median Absolute Deviation (MAD)	7085107.809
Skewness	1.689204244
Sum	3.758885457 × 10¹⁰
Variance	4.793702278 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11	0.2%
-232159.9152	4	0.1%
28943295.85	2	< 0.1%
-4452764.74	2	< 0.1%
61941889.98	2	< 0.1%
69363486.4	2	< 0.1%
-4228285.619	2	< 0.1%
-8218504.088	2	< 0.1%
-31983447.39	2	< 0.1%
62353790.83	2	< 0.1%
Other values (6867)	6972	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-74350381.82	1	< 0.1%
-71601409.16	1	< 0.1%
-70503905.44	1	< 0.1%
-67678725.16	1	< 0.1%
-67621401.12	1	< 0.1%
-67472651.42	1	< 0.1%
-67158901.99	1	< 0.1%
-66162642.68	1	< 0.1%
-65894746.21	1	< 0.1%
-65305371.38	1	< 0.1%

Value	Count	Frequency (%)
165486775.4	1	< 0.1%
161803728.8	1	< 0.1%
131790971.9	1	< 0.1%
131420966.6	1	< 0.1%
130223617.5	1	< 0.1%
125825505	1	< 0.1%
123585971.3	1	< 0.1%
119639350.2	1	< 0.1%
119358021.7	1	< 0.1%
116007557.6	1	< 0.1%

Vulture
Categorical

HIGH CORRELATION

Distinct	40
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	403.6 KiB

b2	532
k1	529
e2	508
z2	502
x2	490
Other values (35)	4442

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	14006
Distinct characters	28
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	0.1%

Sample

1st row	d1
2nd row	e2
3rd row	r1
4th row	f2
5th row	a1

Common Values

Value	Count	Frequency (%)
b2	532	7.6%
k1	529	7.6%
e2	508	7.3%
z2	502	7.2%
x2	490	7.0%
d1	467	6.7%
p1	436	6.2%
c1	403	5.8%
o1	376	5.4%
n2	331	4.7%
Other values (30)	2429	34.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
b2	532	7.6%
k1	529	7.6%
e2	508	7.3%
z2	502	7.2%
x2	490	7.0%
d1	467	6.7%
p1	436	6.2%
c1	403	5.8%
o1	376	5.4%
n2	331	4.7%
Other values (30)	2429	34.7%

Most occurring characters

Value	Count	Frequency (%)
1	3828	27.3%
2	3175	22.7%
b	683	4.9%
k	529	3.8%
z	513	3.7%
x	511	3.6%
e	509	3.6%
o	492	3.5%
d	470	3.4%
p	436	3.1%
Other values (18)	2860	20.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7003	50.0%
Lowercase Letter	7003	50.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
b	683	9.8%
k	529	7.6%
z	513	7.3%
x	511	7.3%
e	509	7.3%
o	492	7.0%
d	470	6.7%
p	436	6.2%
c	403	5.8%
n	332	4.7%
Other values (16)	2125	30.3%

Decimal Number

Value	Count	Frequency (%)
1	3828	54.7%
2	3175	45.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	7003	50.0%
Latin	7003	50.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
b	683	9.8%
k	529	7.6%
z	513	7.3%
x	511	7.3%
e	509	7.3%
o	492	7.0%
d	470	6.7%
p	436	6.2%
c	403	5.8%
n	332	4.7%
Other values (16)	2125	30.3%

Common

Value	Count	Frequency (%)
1	3828	54.7%
2	3175	45.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14006	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	3828	27.3%
2	3175	22.7%
b	683	4.9%
k	529	3.8%
z	513	3.7%
x	511	3.6%
e	509	3.6%
o	492	3.5%
d	470	3.4%
p	436	3.1%
Other values (18)	2860	20.4%

Wallaby
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	3449
Distinct (%)	99.4%
Missing	3532
Missing (%)	50.4%
Infinite	0
Infinite (%)	0.0%
Mean	-12550971.78

Minimum	-23084783.06
Maximum	42283887.47
Zeros	0
Zeros (%)	0.0%
Negative	3306
Negative (%)	47.2%
Memory size	54.8 KiB

Quantile statistics

Minimum	-23084783.06
5-th percentile	-20052633.43
Q1	-17334379.37
median	-14205950.68
Q3	-9509895.185
95-th percentile	-397374.4892
Maximum	42283887.47
Range	65368670.53
Interquartile range (IQR)	7824484.182

Descriptive statistics

Standard deviation	6940074.575
Coefficient of variation (CV)	-0.5529511737
Kurtosis	6.974251907
Mean	-12550971.78
Median Absolute Deviation (MAD)	3564963.103
Skewness	1.991582366
Sum	-4.356442304 × 10¹⁰
Variance	4.816463511 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-6641426.467	4	0.1%
-12534097.34	2	< 0.1%
-12062343.83	2	< 0.1%
-20317939.89	2	< 0.1%
-16993188.24	2	< 0.1%
-14273912.86	2	< 0.1%
-15259888.51	2	< 0.1%
-17943968.05	2	< 0.1%
-14710272.09	2	< 0.1%
-17500460.06	2	< 0.1%
Other values (3439)	3449	49.3%
(Missing)	3532	50.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23084783.06	1	< 0.1%
-23069954.41	1	< 0.1%
-23059624.9	1	< 0.1%
-23037886.99	1	< 0.1%
-23029146.5	1	< 0.1%
-22897571.85	1	< 0.1%
-22848220.42	1	< 0.1%
-22841024.58	1	< 0.1%
-22828095.36	1	< 0.1%
-22824629.58	1	< 0.1%

Value	Count	Frequency (%)
42283887.47	1	< 0.1%
35629574.85	1	< 0.1%
34449985.46	1	< 0.1%
32373634.42	1	< 0.1%
31790005.97	1	< 0.1%
28314008.48	1	< 0.1%
26144456.49	1	< 0.1%
24842987.43	1	< 0.1%
24790314.58	1	< 0.1%
24237749.01	1	< 0.1%

Walrus
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6877
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62846.07663

Minimum	2.265400964
Maximum	336440.9097
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	54.8 KiB

Quantile statistics

Minimum	2.265400964
5-th percentile	6492.494364
Q1	27760.69877
median	53274.63301
Q3	84303.85081
95-th percentile	159910.0169
Maximum	336440.9097
Range	336438.6443
Interquartile range (IQR)	56543.15204

Descriptive statistics

Standard deviation	47060.97835
Coefficient of variation (CV)	0.748829217
Kurtosis	1.617402505
Mean	62846.07663
Median Absolute Deviation (MAD)	27633.83655
Skewness	1.215097922
Sum	440111074.6
Variance	2214735684
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9069.668599	4	0.1%
70633.53457	2	< 0.1%
32183.9974	2	< 0.1%
158476.9223	2	< 0.1%
62819.86459	2	< 0.1%
19543.05856	2	< 0.1%
69759.88575	2	< 0.1%
44663.35002	2	< 0.1%
108990.7214	2	< 0.1%
53957.24057	2	< 0.1%
Other values (6867)	6981	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.265400964	1	< 0.1%
27.28328862	1	< 0.1%
27.84163133	1	< 0.1%
29.13472476	1	< 0.1%
87.66221632	1	< 0.1%
243.8339014	1	< 0.1%
275.5402349	1	< 0.1%
317.8340669	1	< 0.1%
381.7411426	1	< 0.1%
528.5337604	1	< 0.1%

Value	Count	Frequency (%)
336440.9097	1	< 0.1%
297924.1108	1	< 0.1%
278454.8229	1	< 0.1%
277707.287	1	< 0.1%
274845.9139	1	< 0.1%
272952.4904	1	< 0.1%
263728.7573	1	< 0.1%
263676.2097	1	< 0.1%
262015.2301	1	< 0.1%
257548.5572	1	< 0.1%

Wasp
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	7003
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7078336774

Minimum	-1.800730204
Maximum	11.17968731
Zeros	0
Zeros (%)	0.0%
Negative	2926
Negative (%)	41.8%
Memory size	54.8 KiB

Quantile statistics

Minimum	-1.800730204
5-th percentile	-1.29762272
Q1	-0.5272874034
median	0.2672950766
Q3	1.370765816
95-th percentile	4.570678926
Maximum	11.17968731
Range	12.98041751
Interquartile range (IQR)	1.898053219

Descriptive statistics

Standard deviation	1.801766681
Coefficient of variation (CV)	2.545466171
Kurtosis	2.902223282
Mean	0.7078336774
Median Absolute Deviation (MAD)	0.9059089282
Skewness	1.561865994
Sum	4956.959243
Variance	3.246363171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.302917176	1	< 0.1%
2.835895051	1	< 0.1%
0.7902973367	1	< 0.1%
-0.9905770038	1	< 0.1%
0.737904593	1	< 0.1%
0.4621453544	1	< 0.1%
2.332775688	1	< 0.1%
2.316286327	1	< 0.1%
1.2366919	1	< 0.1%
0.4027204095	1	< 0.1%
Other values (6993)	6993	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.800730204	1	< 0.1%
-1.800677187	1	< 0.1%
-1.799538216	1	< 0.1%
-1.798971926	1	< 0.1%
-1.796487282	1	< 0.1%
-1.789586907	1	< 0.1%
-1.787181217	1	< 0.1%
-1.783180643	1	< 0.1%
-1.781870508	1	< 0.1%
-1.779594913	1	< 0.1%

Value	Count	Frequency (%)
11.17968731	1	< 0.1%
10.83197449	1	< 0.1%
10.17990056	1	< 0.1%
10.10847598	1	< 0.1%
9.359526515	1	< 0.1%
9.19261109	1	< 0.1%
8.881520642	1	< 0.1%
8.856468056	1	< 0.1%
8.78935833	1	< 0.1%
8.761442377	1	< 0.1%

Warbler
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct	83
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	403.6 KiB

h4	366
g1	333
o3	309
b1	287
e3	262
Other values (78)	5446

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	14006
Distinct characters	30
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	13 ?
Unique (%)	0.2%

Sample

1st row	f1
2nd row	o4
3rd row	g3
4th row	m3
5th row	h1

Common Values

Value	Count	Frequency (%)
h4	366	5.2%
g1	333	4.8%
o3	309	4.4%
b1	287	4.1%
e3	262	3.7%
y2	261	3.7%
p1	243	3.5%
t4	241	3.4%
b3	223	3.2%
h1	222	3.2%
Other values (73)	4256	60.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
h4	366	5.2%
g1	333	4.8%
o3	309	4.4%
b1	287	4.1%
e3	262	3.7%
y2	261	3.7%
p1	243	3.5%
t4	241	3.4%
b3	223	3.2%
h1	222	3.2%
Other values (73)	4256	60.8%

Most occurring characters

Value	Count	Frequency (%)
4	2322	16.6%
3	2036	14.5%
1	1417	10.1%
2	1228	8.8%
h	788	5.6%
g	720	5.1%
b	559	4.0%
y	506	3.6%
o	468	3.3%
p	400	2.9%
Other values (20)	3562	25.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7003	50.0%
Lowercase Letter	7003	50.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
h	788	11.3%
g	720	10.3%
b	559	8.0%
y	506	7.2%
o	468	6.7%
p	400	5.7%
r	332	4.7%
f	328	4.7%
e	279	4.0%
l	258	3.7%
Other values (16)	2365	33.8%

Decimal Number

Value	Count	Frequency (%)
4	2322	33.2%
3	2036	29.1%
1	1417	20.2%
2	1228	17.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	7003	50.0%
Latin	7003	50.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
h	788	11.3%
g	720	10.3%
b	559	8.0%
y	506	7.2%
o	468	6.7%
p	400	5.7%
r	332	4.7%
f	328	4.7%
e	279	4.0%
l	258	3.7%
Other values (16)	2365	33.8%

Common

Value	Count	Frequency (%)
4	2322	33.2%
3	2036	29.1%
1	1417	20.2%
2	1228	17.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14006	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	2322	16.6%
3	2036	14.5%
1	1417	10.1%
2	1228	8.8%
h	788	5.6%
g	720	5.1%
b	559	4.0%
y	506	3.6%
o	468	3.3%
p	400	2.9%
Other values (20)	3562	25.4%

Weasel
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	396.8 KiB

b	3734
a	3269

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7003
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	a
2nd row	b
3rd row	a
4th row	a
5th row	a

Common Values

Value	Count	Frequency (%)
b	3734	53.3%
a	3269	46.7%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
b	3734	53.3%
a	3269	46.7%

Most occurring characters

Value	Count	Frequency (%)
b	3734	53.3%
a	3269	46.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7003	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
b	3734	53.3%
a	3269	46.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7003	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
b	3734	53.3%
a	3269	46.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7003	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
b	3734	53.3%
a	3269	46.7%

Whale
Real number (ℝ)

HIGH CORRELATION

Distinct	6872
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	737082.6371

Minimum	-10129928.05
Maximum	47837674.79
Zeros	9
Zeros (%)	0.1%
Negative	4207
Negative (%)	60.1%
Memory size	54.8 KiB

Quantile statistics

Minimum	-10129928.05
5-th percentile	-6621011.615
Q1	-2662170.473
median	-1046974.69
Q3	1889262.461
95-th percentile	14795591.19
Maximum	47837674.79
Range	57967602.84
Interquartile range (IQR)	4551432.933

Descriptive statistics

Standard deviation	6550392.039
Coefficient of variation (CV)	8.886916757
Kurtosis	6.393386018
Mean	737082.6371
Median Absolute Deviation (MAD)	2288749
Skewness	2.117882399
Sum	5161789707
Variance	4.290763586 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9	0.1%
-1605557.692	4	0.1%
-1587713.566	2	< 0.1%
488336.875	2	< 0.1%
-922033.8535	2	< 0.1%
-4162045.524	2	< 0.1%
1452780.051	2	< 0.1%
1203472.52	2	< 0.1%
802210.6858	2	< 0.1%
12061046.85	2	< 0.1%
Other values (6862)	6974	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10129928.05	1	< 0.1%
-10121498.06	1	< 0.1%
-10110251.08	1	< 0.1%
-10104371.68	1	< 0.1%
-10084815.8	1	< 0.1%
-10055799.01	1	< 0.1%
-10053527.49	1	< 0.1%
-10048737.08	1	< 0.1%
-9872301.488	1	< 0.1%
-9857062.68	1	< 0.1%

Value	Count	Frequency (%)
47837674.79	1	< 0.1%
45128843.01	1	< 0.1%
41013383.48	1	< 0.1%
40253034.13	1	< 0.1%
39183893.2	1	< 0.1%
39157056.09	1	< 0.1%
38147910.53	1	< 0.1%
38127479.7	1	< 0.1%
38051621	1	< 0.1%
37907302.13	1	< 0.1%

Whippet
Real number (ℝ)

HIGH CORRELATION

Distinct	6713
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.296472561

Minimum	-1.342072154
Maximum	-0.02861438727
Zeros	0
Zeros (%)	0.0%
Negative	7003
Negative (%)	100.0%
Memory size	54.8 KiB

Quantile statistics

Minimum	-1.342072154
5-th percentile	-1.342072154
Q1	-1.342071913
median	-1.341861136
Q3	-1.328099895
95-th percentile	-1.053891705
Maximum	-0.02861438727
Range	1.313457767
Interquartile range (IQR)	0.01397201767

Descriptive statistics

Standard deviation	0.1354538647
Coefficient of variation (CV)	-0.1044787748
Kurtosis	24.43476869
Mean	-1.296472561
Median Absolute Deviation (MAD)	0.0002110186007
Skewness	4.572912007
Sum	-9079.197341
Variance	0.01834774945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.342072154	200	2.9%
-1.342072154	26	0.4%
-1.342072154	17	0.2%
-1.342072154	6	0.1%
-1.342072154	6	0.1%
-1.342072154	4	0.1%
-1.233257579	4	0.1%
-1.342072154	3	< 0.1%
-1.342072154	3	< 0.1%
-1.342072154	3	< 0.1%
Other values (6703)	6731	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.342072154	200	2.9%
-1.342072154	17	0.2%
-1.342072154	26	0.4%
-1.342072154	6	0.1%
-1.342072154	2	< 0.1%
-1.342072154	6	0.1%
-1.342072154	3	< 0.1%
-1.342072154	1	< 0.1%
-1.342072154	3	< 0.1%
-1.342072154	4	0.1%

Value	Count	Frequency (%)
-0.02861438727	1	< 0.1%
-0.07128120944	1	< 0.1%
-0.10940919	1	< 0.1%
-0.13126071	1	< 0.1%
-0.1499518392	1	< 0.1%
-0.1596537455	1	< 0.1%
-0.1699735182	1	< 0.1%
-0.1758086678	1	< 0.1%
-0.2172714147	1	< 0.1%
-0.2376203662	1	< 0.1%

Whitefish
Real number (ℝ)

HIGH CORRELATION

Distinct	7000
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-35364378.63

Minimum	-35366648.72
Maximum	-35358161.86
Zeros	0
Zeros (%)	0.0%
Negative	7003
Negative (%)	100.0%
Memory size	54.8 KiB

Quantile statistics

Minimum	-35366648.72
5-th percentile	-35365933.2
Q1	-35365191.15
median	-35364515.66
Q3	-35363731.76
95-th percentile	-35362339.42
Maximum	-35358161.86
Range	8486.858636
Interquartile range (IQR)	1459.392734

Descriptive statistics

Standard deviation	1117.262028
Coefficient of variation (CV)	-3.159286467 × 10^-5
Kurtosis	0.9946407857
Mean	-35364378.63
Median Absolute Deviation (MAD)	720.8858385
Skewness	0.8070279469
Sum	-2.476567435 × 10¹¹
Variance	1248274.439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-35365660.12	4	0.1%
-35365779.46	1	< 0.1%
-35364480.53	1	< 0.1%
-35364273.81	1	< 0.1%
-35365338.05	1	< 0.1%
-35365055.43	1	< 0.1%
-35363124.09	1	< 0.1%
-35364270.09	1	< 0.1%
-35364074.26	1	< 0.1%
-35364472.04	1	< 0.1%
Other values (6990)	6990	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-35366648.72	1	< 0.1%
-35366646.05	1	< 0.1%
-35366639.55	1	< 0.1%
-35366633.5	1	< 0.1%
-35366594.24	1	< 0.1%
-35366560.57	1	< 0.1%
-35366557.8	1	< 0.1%
-35366552.93	1	< 0.1%
-35366547.82	1	< 0.1%
-35366542.18	1	< 0.1%

Value	Count	Frequency (%)
-35358161.86	1	< 0.1%
-35358926.01	1	< 0.1%
-35359071.48	1	< 0.1%
-35359189.09	1	< 0.1%
-35359297.51	1	< 0.1%
-35359334.3	1	< 0.1%
-35359518.01	1	< 0.1%
-35359699.45	1	< 0.1%
-35359710.62	1	< 0.1%
-35359771.79	1	< 0.1%

Wildcat
Real number (ℝ)

HIGH CORRELATION

Distinct	7000
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	603.0493801

Minimum	-446.9401989
Maximum	17809.14917
Zeros	0
Zeros (%)	0.0%
Negative	3104
Negative (%)	44.3%
Memory size	54.8 KiB

Quantile statistics

Minimum	-446.9401989
5-th percentile	-354.6819189
Q1	-187.2316671
median	72.51596863
Q3	769.9422742
95-th percentile	3293.833624
Maximum	17809.14917
Range	18256.08937
Interquartile range (IQR)	957.1739414

Descriptive statistics

Standard deviation	1485.652033
Coefficient of variation (CV)	2.463566139
Kurtosis	21.25714668
Mean	603.0493801
Median Absolute Deviation (MAD)	335.2288557
Skewness	3.819586873
Sum	4223154.809
Variance	2207161.962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
808.9354108	4	0.1%
-395.1590098	1	< 0.1%
88.82102159	1	< 0.1%
291.6046146	1	< 0.1%
-133.634844	1	< 0.1%
204.4589633	1	< 0.1%
-217.6551613	1	< 0.1%
-287.1096598	1	< 0.1%
1918.586297	1	< 0.1%
-199.6147534	1	< 0.1%
Other values (6990)	6990	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-446.9401989	1	< 0.1%
-442.427601	1	< 0.1%
-441.6588649	1	< 0.1%
-440.3916207	1	< 0.1%
-439.4609616	1	< 0.1%
-434.8664525	1	< 0.1%
-434.6932586	1	< 0.1%
-433.2001073	1	< 0.1%
-432.9567375	1	< 0.1%
-432.2400091	1	< 0.1%

Value	Count	Frequency (%)
17809.14917	1	< 0.1%
16989.10721	1	< 0.1%
14033.83596	1	< 0.1%
13933.47892	1	< 0.1%
13802.86703	1	< 0.1%
13642.40118	1	< 0.1%
13307.81282	1	< 0.1%
13004.14632	1	< 0.1%
12838.30997	1	< 0.1%
12659.36908	1	< 0.1%

Wildebeest
Real number (ℝ)

HIGH CORRELATION

Distinct	7000
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05190221249

Minimum	-0.6624905993
Maximum	2.051849613
Zeros	0
Zeros (%)	0.0%
Negative	3487
Negative (%)	49.8%
Memory size	54.8 KiB

Quantile statistics

Minimum	-0.6624905993
5-th percentile	-0.450524397
Q1	-0.2205198919
median	0.002617042481
Q3	0.2722469582
95-th percentile	0.7117966175
Maximum	2.051849613
Range	2.714340212
Interquartile range (IQR)	0.49276685

Descriptive statistics

Standard deviation	0.3655973415
Coefficient of variation (CV)	7.043964486
Kurtosis	0.8729477583
Mean	0.05190221249
Median Absolute Deviation (MAD)	0.2401871422
Skewness	0.7937253384
Sum	363.471194
Variance	0.1336614161
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3976289027	4	0.1%
0.02195151397	1	< 0.1%
-0.1225484022	1	< 0.1%
0.05982432399	1	< 0.1%
0.150227793	1	< 0.1%
-0.07016615283	1	< 0.1%
0.1087803581	1	< 0.1%
0.1153856437	1	< 0.1%
-0.09284593551	1	< 0.1%
-0.3084779347	1	< 0.1%
Other values (6990)	6990	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.6624905993	1	< 0.1%
-0.6536104011	1	< 0.1%
-0.6522657866	1	< 0.1%
-0.6503462937	1	< 0.1%
-0.6489546419	1	< 0.1%
-0.6484747424	1	< 0.1%
-0.6451713046	1	< 0.1%
-0.6438912141	1	< 0.1%
-0.6382524485	1	< 0.1%
-0.6362592473	1	< 0.1%

Value	Count	Frequency (%)
2.051849613	1	< 0.1%
1.926248249	1	< 0.1%
1.864018017	1	< 0.1%
1.737080274	1	< 0.1%
1.663942892	1	< 0.1%
1.633628019	1	< 0.1%
1.627387254	1	< 0.1%
1.62587259	1	< 0.1%
1.580361143	1	< 0.1%
1.559378005	1	< 0.1%

Wildfowl
Categorical

HIGH CORRELATION

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	396.8 KiB

b	6544
y	286
m	104
f	34
w	13
Other values (5)	22

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7003
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	b
2nd row	b
3rd row	b
4th row	m
5th row	b

Common Values

Value	Count	Frequency (%)
b	6544	93.4%
y	286	4.1%
m	104	1.5%
f	34	0.5%
w	13	0.2%
l	12	0.2%
v	7	0.1%
c	1	< 0.1%
u	1	< 0.1%
z	1	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
b	6544	93.4%
y	286	4.1%
m	104	1.5%
f	34	0.5%
w	13	0.2%
l	12	0.2%
v	7	0.1%
c	1	< 0.1%
u	1	< 0.1%
z	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
b	6544	93.4%
y	286	4.1%
m	104	1.5%
f	34	0.5%
w	13	0.2%
l	12	0.2%
v	7	0.1%
c	1	< 0.1%
u	1	< 0.1%
z	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7003	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
b	6544	93.4%
y	286	4.1%
m	104	1.5%
f	34	0.5%
w	13	0.2%
l	12	0.2%
v	7	0.1%
c	1	< 0.1%
u	1	< 0.1%
z	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7003	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
b	6544	93.4%
y	286	4.1%
m	104	1.5%
f	34	0.5%
w	13	0.2%
l	12	0.2%
v	7	0.1%
c	1	< 0.1%
u	1	< 0.1%
z	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7003	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
b	6544	93.4%
y	286	4.1%
m	104	1.5%
f	34	0.5%
w	13	0.2%
l	12	0.2%
v	7	0.1%
c	1	< 0.1%
u	1	< 0.1%
z	1	< 0.1%

Wolf
Categorical

HIGH CORRELATION

Distinct	28
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	403.6 KiB

k1	1913
z2	1321
s1	1236
r2	615
m1	565
Other values (23)	1353

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	14006
Distinct characters	24
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	k1
2nd row	m1
3rd row	s2
4th row	k1
5th row	j1

Common Values

Value	Count	Frequency (%)
k1	1913	27.3%
z2	1321	18.9%
s1	1236	17.6%
r2	615	8.8%
m1	565	8.1%
s2	337	4.8%
r1	189	2.7%
e2	166	2.4%
w1	148	2.1%
c1	88	1.3%
Other values (18)	425	6.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
k1	1913	27.3%
z2	1321	18.9%
s1	1236	17.6%
r2	615	8.8%
m1	565	8.1%
s2	337	4.8%
r1	189	2.7%
e2	166	2.4%
w1	148	2.1%
c1	88	1.3%
Other values (18)	425	6.1%

Most occurring characters

Value	Count	Frequency (%)
1	4425	31.6%
2	2578	18.4%
k	1927	13.8%
s	1573	11.2%
z	1321	9.4%
r	804	5.7%
m	565	4.0%
e	166	1.2%
w	148	1.1%
c	99	0.7%
Other values (14)	400	2.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7003	50.0%
Lowercase Letter	7003	50.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
k	1927	27.5%
s	1573	22.5%
z	1321	18.9%
r	804	11.5%
m	565	8.1%
e	166	2.4%
w	148	2.1%
c	99	1.4%
j	84	1.2%
i	66	0.9%
Other values (12)	250	3.6%

Decimal Number

Value	Count	Frequency (%)
1	4425	63.2%
2	2578	36.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	7003	50.0%
Latin	7003	50.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
k	1927	27.5%
s	1573	22.5%
z	1321	18.9%
r	804	11.5%
m	565	8.1%
e	166	2.4%
w	148	2.1%
c	99	1.4%
j	84	1.2%
i	66	0.9%
Other values (12)	250	3.6%

Common

Value	Count	Frequency (%)
1	4425	63.2%
2	2578	36.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14006	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	4425	31.6%
2	2578	18.4%
k	1927	13.8%
s	1573	11.2%
z	1321	9.4%
r	804	5.7%
m	565	4.0%
e	166	1.2%
w	148	1.1%
c	99	0.7%
Other values (14)	400	2.9%

Wolverine
Categorical

HIGH CORRELATION

Distinct	15
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	396.8 KiB

m	1874
x	1810
s	872
r	616
h	521
Other values (10)	1310

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7003
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	m
2nd row	x
3rd row	r
4th row	w
5th row	s

Common Values

Value	Count	Frequency (%)
m	1874	26.8%
x	1810	25.8%
s	872	12.5%
r	616	8.8%
h	521	7.4%
l	418	6.0%
n	292	4.2%
y	219	3.1%
z	148	2.1%
d	94	1.3%
Other values (5)	139	2.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
m	1874	26.8%
x	1810	25.8%
s	872	12.5%
r	616	8.8%
h	521	7.4%
l	418	6.0%
n	292	4.2%
y	219	3.1%
z	148	2.1%
d	94	1.3%
Other values (5)	139	2.0%

Most occurring characters

Value	Count	Frequency (%)
m	1874	26.8%
x	1810	25.8%
s	872	12.5%
r	616	8.8%
h	521	7.4%
l	418	6.0%
n	292	4.2%
y	219	3.1%
z	148	2.1%
d	94	1.3%
Other values (5)	139	2.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7003	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
m	1874	26.8%
x	1810	25.8%
s	872	12.5%
r	616	8.8%
h	521	7.4%
l	418	6.0%
n	292	4.2%
y	219	3.1%
z	148	2.1%
d	94	1.3%
Other values (5)	139	2.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7003	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
m	1874	26.8%
x	1810	25.8%
s	872	12.5%
r	616	8.8%
h	521	7.4%
l	418	6.0%
n	292	4.2%
y	219	3.1%
z	148	2.1%
d	94	1.3%
Other values (5)	139	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7003	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
m	1874	26.8%
x	1810	25.8%
s	872	12.5%
r	616	8.8%
h	521	7.4%
l	418	6.0%
n	292	4.2%
y	219	3.1%
z	148	2.1%
d	94	1.3%
Other values (5)	139	2.0%

target
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	396.8 KiB

0	6003
1	1000

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7003
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	6003	85.7%
1	1000	14.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	6003	85.7%
1	1000	14.3%

Most occurring characters

Value	Count	Frequency (%)
0	6003	85.7%
1	1000	14.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7003	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6003	85.7%
1	1000	14.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	7003	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6003	85.7%
1	1000	14.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7003	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6003	85.7%
1	1000	14.3%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Tern	Thrush	Tick	Tiger	Tiglon	Toad	Tortoise	Trout	Tuna	Turkey	Turtle	Tyrannosaurus	Urial	Vicuna	Viper	Vole	Vulture	Wallaby	Walrus	Wasp	Warbler	Weasel	Whale	Whippet	Whitefish	Wildcat	Wildebeest	Wildfowl	Wolf	Wolverine	target
0	-253077.772390	-49.659246	-0.679765	s	NaN	l	-12.055165	-463.332642	-41860.419322	3.256739e+05	-4.542838e+11	53.014634	e	NaN	6646.405348	-8.374344e+06	d1	-1.800251e+07	81581.608667	4.302917	f1	a	-3.297065e+06	-0.974495	-3.536578e+07	-395.159010	0.021952	b	k1	m	1
1	380192.123132	-49.659246	-1.356456	s	False	l	-30.235998	-388.822813	-94810.029959	1.154421e+03	-3.356728e+12	61.011543	b	NaN	23.559610	-4.272011e+06	e2	NaN	17260.087089	-1.251457	o4	b	-1.043690e+06	-1.342061	-3.536549e+07	609.332121	0.269383	b	m1	x	0
2	-218627.876963	-49.659246	-0.542194	s	False	l	-10.443575	-519.014942	-46075.931683	2.248867e+06	-1.671217e+11	59.257043	e	NaN	45895.246324	1.749547e+07	r1	NaN	198039.108141	-0.177949	g3	a	4.892868e+06	-1.335934	-3.536456e+07	1175.536902	0.341417	b	s2	r	0
3	-178076.879466	-49.659246	-0.485974	s	NaN	l	-8.374563	-504.614247	-73554.391505	1.452062e+07	-1.832696e+14	60.097613	d	NaN	296339.106873	9.290504e+07	f2	NaN	32531.948158	1.090384	m3	a	2.814345e+07	-1.073553	-3.536497e+07	-359.320759	0.003191	m	k1	w	0
4	-169250.190006	-49.659246	-0.600561	s	False	l	-10.269902	-455.225099	-41390.990681	2.689196e+05	-5.327237e+17	55.450825	a	NaN	5488.154809	-4.480257e+06	a1	NaN	6325.774006	0.058029	h1	a	-1.801627e+05	-1.341853	-3.536321e+07	-346.856580	-0.250332	b	j1	s	0
5	-68161.820081	-49.659246	-0.882380	s	NaN	l	-16.547101	-407.422566	-43057.245834	1.826905e+05	-1.671217e+11	65.893751	a	NaN	3728.377944	2.750597e+06	e2	-1.490572e+07	41700.533004	4.379026	p1	b	-6.839139e+05	-1.337109	-3.536274e+07	-115.853672	-0.432992	b	k1	x	1
6	-37585.923372	-49.659246	-0.353163	s	False	u	-7.958229	-512.684067	-23556.354329	6.464157e+05	-4.981713e+14	64.706621	e	NaN	13192.156380	1.115918e+07	x2	-5.157540e+06	38294.751898	-0.124974	p2	a	2.148650e+07	-1.341532	-3.536491e+07	133.438248	-0.204956	y	r2	l	0
7	-15600.126197	-49.659246	-0.620241	s	False	s	-11.309703	-473.938277	-70432.599109	4.948221e+05	-3.356728e+12	56.530645	d	NaN	10098.409962	6.751724e+06	z2	-1.870867e+07	98425.208068	-0.180859	r3	a	8.378739e+05	-1.327982	-3.536507e+07	-12.314200	-0.031765	b	r2	s	0
8	-199256.215512	-49.659246	-0.936732	s	NaN	l	-20.919942	-448.731092	-86327.049634	1.191677e+05	-1.384571e+18	55.203216	c	NaN	2431.994498	-1.234349e+07	c1	NaN	54168.589093	-1.150958	z4	b	-1.962629e+06	-1.130040	-3.536287e+07	2875.713393	-0.130135	b	k1	m	0
9	-240720.282794	-49.659246	-1.209454	s	NaN	l	-25.534579	-409.084454	-70362.445498	3.089294e+04	-3.294285e+18	60.562780	d	NaN	630.468235	-6.874767e+06	o1	NaN	61183.540730	-0.670065	w2	b	-1.631413e+06	-1.342072	-3.536261e+07	141.211470	0.082113	b	k1	m	0

Last rows

	Tern	Thrush	Tick	Tiger	Tiglon	Toad	Tortoise	Trout	Tuna	Turkey	Turtle	Tyrannosaurus	Urial	Vicuna	Viper	Vole	Vulture	Wallaby	Walrus	Wasp	Warbler	Weasel	Whale	Whippet	Whitefish	Wildcat	Wildebeest	Wildfowl	Wolf	Wolverine	target
6993	-369114.864874	-49.659246	-0.394964	s	False	s	-7.185611	-531.124535	-60745.342505	6.756377e+05	-6.148062e+10	61.051872	d	NaN	13788.523778	1.725753e+07	r1	NaN	22956.964703	1.661525	g2	a	7.857435e+06	-1.342072	-3.536319e+07	323.032709	-0.248675	b	s1	r	0
6994	-225906.631060	-49.659246	-1.271802	s	False	l	-27.916152	-401.815729	-26687.746489	8.022072e+04	-1.832696e+14	65.382152	e	NaN	1637.157519	8.641346e+05	p1	-1.790219e+07	34947.296989	5.518953	g1	b	1.770881e+05	-1.312882	-3.536418e+07	-310.056445	-0.050030	b	s2	x	1
6995	48818.062147	-49.659246	-0.963420	s	NaN	l	-17.970391	-423.281560	-8588.962612	1.388766e+05	-6.148062e+10	61.547994	e	NaN	2834.216148	8.357713e+06	k1	NaN	56103.213328	8.565353	g3	b	-1.630829e+06	-1.340555	-3.536501e+07	-242.580559	0.336831	b	s1	m	1
6996	85296.365146	-49.659246	-0.955535	s	NaN	u	-18.993543	-455.751188	-77862.534265	7.862123e+05	-1.384571e+18	65.533336	a	NaN	16045.148721	1.428512e+07	z1	NaN	96798.340589	0.855201	p2	a	1.180669e+07	-1.342033	-3.536494e+07	127.562394	0.444760	y	j1	h	0
6997	-208503.448249	0.000000	-0.992914	s	NaN	l	-19.012847	-457.164934	-37875.997571	9.083280e+05	-1.234871e+12	56.197450	e	NaN	18537.306837	1.349089e+07	h2	-1.996737e+07	123248.353409	0.009993	l4	a	3.034118e+06	-1.236485	-3.536652e+07	789.384950	-0.438851	b	m1	s	0
6998	-246840.700218	-49.659246	-1.180932	s	NaN	l	-25.887398	-397.556639	-93903.183437	7.822274e+04	-1.671217e+11	61.087486	b	NaN	1596.382399	-4.080524e+05	k1	-8.266329e+06	12976.818325	0.743041	p2	b	4.398786e+05	-1.342072	-3.536359e+07	159.699665	-0.294403	b	r2	x	0
6999	-32731.429095	-49.659246	-0.355033	s	NaN	l	-6.157721	-504.683096	-86026.110161	3.389865e+06	-4.542838e+11	65.969527	a	NaN	69180.919907	6.171694e+07	n2	-5.615278e+06	49758.375879	-0.355619	n3	a	1.224437e+07	-1.342072	-3.536138e+07	163.732671	-0.379221	b	s1	z	0
7000	-73991.670435	-49.659246	-0.868682	s	NaN	l	-16.315083	-463.735452	-96302.545530	9.704820e+04	-2.716614e+16	60.112278	e	NaN	1980.575502	2.000538e+06	z2	NaN	67564.467558	0.408306	k3	a	2.453862e+06	-1.305983	-3.536540e+07	-172.033458	0.150357	b	e2	m	0
7001	-278624.327833	-16.772943	-0.675340	s	NaN	u	-11.704156	-472.480093	-41097.931591	9.764238e+05	-1.384571e+18	62.482754	a	NaN	19927.015801	-2.102992e+07	c1	-7.363527e+06	146034.872338	-0.851745	o3	a	-6.285754e+06	-1.342015	-3.536361e+07	-67.920425	-0.030202	b	r2	h	0
7002	332644.018190	-49.659246	-1.349087	s	False	l	-28.280392	-364.077479	-82717.822374	7.286965e+04	-5.327237e+17	58.386166	c	NaN	1487.135712	-3.750265e+06	e2	NaN	39829.414268	1.854286	g1	b	5.038175e+05	-1.315773	-3.536487e+07	11.781581	0.234827	b	z2	x	0

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks